Title :
Integration of a low-cost RGB-D sensor in a social robot for gesture recognition
Author :
Ramey, Arnaud ; Gonzalez-Pacheco, Victor ; Salichs, Miguel A.
Author_Institution :
RoboticsLab, Univ. Carlos III of Madrid, Leganes, Spain
Abstract :
An objective of natural Human-Robot Interaction (HRI) is to enable humans to communicate with robots in the same manner humans do between themselves. This includes the use of natural gestures to support and expand the information that is exchanged in the spoken language. To achieve that, robots need robust gesture recognition systems to detect the non-verbal information that is sent to them by the human gestures. Traditional gesture recognition systems highly depend on the light conditions and often require a training process before they can be used. We have integrated a low-cost commercial RGB-D (Red Green Blue - Depth) sensor in a social robot to allow it to recognise dynamic gestures by tracking a skeleton model of the subject and coding the temporal signature of the gestures in a FSM (Finite State Machine). The vision system is independent of low light conditions and does not require a training process.
Keywords :
finite state machines; gesture recognition; human-robot interaction; sensors; FSM; finite state machine; human-robot interaction; low-cost RGB-D sensor; low-cost commercial red green blue - depth sensor; natural gestures; nonverbal information; robust gesture recognition systems; skeleton model; social robot; spoken language; vision system; Gesture recognition; Humans; Real time systems; Robot sensing systems; Skeleton; Solid modeling; Finite State Machine (FSM); Gesture Recognition; RGB-D Sensor;
Conference_Titel :
Human-Robot Interaction (HRI), 2011 6th ACM/IEEE International Conference on
Conference_Location :
Lausanne
Print_ISBN :
978-1-4673-4393-0
Electronic_ISBN :
2167-2121